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\contentsline {section}{\numberline {2}Data analysis}{1}{section.2}%
\contentsline {subsection}{\numberline {2.1}Dataset}{1}{subsection.2.1}%
\contentsline {subsection}{\numberline {2.2}Data cleaning and feature engineering}{1}{subsection.2.2}%
\contentsline {subsection}{\numberline {2.3}Handling missing values}{1}{subsection.2.3}%
\contentsline {subsection}{\numberline {2.3}Handling missing values}{2}{subsection.2.3}%
\contentsline {subsection}{\numberline {2.4}Training, validation and test sets}{2}{subsection.2.4}%
\contentsline {section}{\numberline {3}Model selection}{2}{section.3}%
\contentsline {section}{\numberline {4}Model Training and Hyperparameter Tuning}{2}{section.4}%
\contentsline {section}{\numberline {5}Model Evaluations}{2}{section.5}%
\contentsline {subsection}{\numberline {5.1}Analyzing the Confusion Matricies}{2}{subsection.5.1}%
\contentsline {subsection}{\numberline {5.2}Analyzing Weighted Performance Metrics}{2}{subsection.5.2}%
\contentsline {subsection}{\numberline {5.3}Analyzing the Performance}{3}{subsection.5.3}%
\contentsline {subsection}{\numberline {5.4}Overfitting and Underfitting}{3}{subsection.5.4}%
\contentsline {subsection}{\numberline {5.5}Feature Importance}{4}{subsection.5.5}%
\contentsline {section}{\numberline {6}Summary}{4}{section.6}%
\contentsline {section}{References}{4}{section.6}%
\contentsline {subsection}{\numberline {3.1}Data cleaning and feature engineering}{2}{subsection.3.1}%
\contentsline {subsection}{\numberline {3.2}Handling missing values}{2}{subsection.3.2}%
\contentsline {subsection}{\numberline {3.3}Training, validation and test sets}{2}{subsection.3.3}%
\contentsline {section}{\numberline {4}Model selection}{2}{section.4}%
\contentsline {section}{\numberline {5}Model Training and Hyperparameter Tuning}{3}{section.5}%
\contentsline {subsection}{\numberline {5.1}Models and methods used}{3}{subsection.5.1}%
\contentsline {subsection}{\numberline {5.2}Caveats and restrictions}{3}{subsection.5.2}%
\contentsline {section}{\numberline {6}Model Evaluations}{3}{section.6}%
\contentsline {subsection}{\numberline {6.1}Analyzing the Confusion Matricies}{3}{subsection.6.1}%
\contentsline {subsection}{\numberline {6.2}Analyzing Weighted Performance Metrics}{4}{subsection.6.2}%
\contentsline {subsection}{\numberline {6.3}Analyzing the Performance}{5}{subsection.6.3}%
\contentsline {subsection}{\numberline {6.4}Overfitting and Underfitting}{5}{subsection.6.4}%
\contentsline {subsection}{\numberline {6.5}Feature Importance}{5}{subsection.6.5}%
\contentsfinish
\contentsline {section}{\numberline {7}Summary}{6}{section.7}%
\contentsline {section}{References}{6}{section.7}%